But why do we even care? The intractability of \(p(\mathbf {y}|\mathbf {x},f)\)  in Eq. REF  may at first glance appear irrelevant. This is the case, for instance, with bayes by backprop [1]} methods. They simply need access to the gradient of this quantity. For this purpose a simple Monte Carlo estimate of the expectation is enough.
